<svg xmlns="http://www.w3.org/2000/svg" class="leading-none markmap mm-8qrsm1-2" style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0);"><style>.markmap{font:300 16px/20px sans-serif}.markmap-link{fill:none}.markmap-node&gt;circle{cursor:pointer}.markmap-foreign{display:inline-block}.markmap-foreign a{color:#0097e6}.markmap-foreign a:hover{color:#00a8ff}.markmap-foreign code{background-color:#f0f0f0;border-radius:2px;color:#555;font-size:calc(1em - 2px)}.markmap-foreign :not(pre)&gt;code{padding:.2em .4em}.markmap-foreign del{text-decoration:line-through}.markmap-foreign em{font-style:italic}.markmap-foreign strong{font-weight:bolder}.markmap-foreign mark{background:#ffeaa7}.markmap-foreign pre,.markmap-foreign pre[class*=language-]{margin:0;padding:.2em .4em}</style><g transform="translate(-86.91381080221436,262.17730239072444) scale(1.158441698816781)"><path class="markmap-link" data-depth="2" data-path="1.2" d="M113,10C153,10,153,-531.875,193,-531.875" stroke="rgb(255, 127, 14)" stroke-width="2"></path><path class="markmap-link" data-depth="2" data-path="1.11" d="M113,10C153,10,153,-405.625,193,-405.625" stroke="rgb(31, 119, 180)" stroke-width="2"></path><path class="markmap-link" data-depth="2" data-path="1.16" d="M113,10C153,10,153,-298.125,193,-298.125" stroke="rgb(140, 86, 75)" stroke-width="2"></path><path class="markmap-link" data-depth="2" data-path="1.23" d="M113,10C153,10,153,-58.125,193,-58.125" stroke="rgb(44, 160, 44)" stroke-width="2"></path><path class="markmap-link" data-depth="2" data-path="1.38" d="M113,10C153,10,153,239.375,193,239.375" stroke="rgb(127, 127, 127)" stroke-width="2"></path><path class="markmap-link" data-depth="2" data-path="1.57" d="M113,10C153,10,153,441.875,193,441.875" stroke="rgb(227, 119, 194)" stroke-width="2"></path><path class="markmap-link" data-depth="2" data-path="1.61" d="M113,10C153,10,153,496.875,193,496.875" stroke="rgb(31, 119, 180)" stroke-width="2"></path><path class="markmap-link" data-depth="2" data-path="1.63" d="M113,10C153,10,153,551.875,193,551.875" stroke="rgb(44, 160, 44)" stroke-width="2"></path><path class="markmap-link" data-depth="4" data-path="1.2.3" d="M331,-531.875C371,-531.875,371,-590.625,411,-590.625" stroke="rgb(44, 160, 44)" stroke-width="1.5"></path><path class="markmap-link" data-depth="4" data-path="1.2.4" d="M331,-531.875C371,-531.875,371,-565.625,411,-565.625" stroke="rgb(214, 39, 40)" stroke-width="1.5"></path><path class="markmap-link" data-depth="4" data-path="1.2.5" d="M331,-531.875C371,-531.875,371,-540.625,411,-540.625" stroke="rgb(148, 103, 189)" stroke-width="1.5"></path><path class="markmap-link" data-depth="4" data-path="1.2.10" d="M331,-531.875C371,-531.875,371,-473.125,411,-473.125" stroke="rgb(23, 190, 207)" stroke-width="1.5"></path><path class="markmap-link" data-depth="4" data-path="1.11.12" d="M303,-405.625C343,-405.625,343,-443.125,383,-443.125" stroke="rgb(255, 127, 14)" stroke-width="1.5"></path><path class="markmap-link" data-depth="4" data-path="1.11.13" d="M303,-405.625C343,-405.625,343,-418.125,383,-418.125" stroke="rgb(44, 160, 44)" stroke-width="1.5"></path><path class="markmap-link" data-depth="4" data-path="1.11.14" d="M303,-405.625C343,-405.625,343,-393.125,383,-393.125" stroke="rgb(214, 39, 40)" stroke-width="1.5"></path><path class="markmap-link" data-depth="4" data-path="1.11.15" d="M303,-405.625C343,-405.625,343,-368.125,383,-368.125" stroke="rgb(148, 103, 189)" stroke-width="1.5"></path><path class="markmap-link" data-depth="4" data-path="1.16.17" d="M329,-298.125C369,-298.125,369,-338.125,409,-338.125" stroke="rgb(227, 119, 194)" stroke-width="1.5"></path><path class="markmap-link" data-depth="4" data-path="1.16.18" d="M329,-298.125C369,-298.125,369,-313.125,409,-313.125" stroke="rgb(127, 127, 127)" stroke-width="1.5"></path><path class="markmap-link" data-depth="4" data-path="1.16.19" d="M329,-298.125C369,-298.125,369,-258.125,409,-258.125" stroke="rgb(188, 189, 34)" stroke-width="1.5"></path><path class="markmap-link" data-depth="4" data-path="1.23.24" d="M328,-58.125C368,-58.125,368,-178.125,408,-178.125" stroke="rgb(214, 39, 40)" stroke-width="1.5"></path><path class="markmap-link" data-depth="4" data-path="1.23.28" d="M328,-58.125C368,-58.125,368,-123.125,408,-123.125" stroke="rgb(127, 127, 127)" stroke-width="1.5"></path><path class="markmap-link" data-depth="4" data-path="1.23.29" d="M328,-58.125C368,-58.125,368,-98.125,408,-98.125" stroke="rgb(188, 189, 34)" stroke-width="1.5"></path><path class="markmap-link" data-depth="4" data-path="1.23.31" d="M328,-58.125C368,-58.125,368,-68.125,408,-68.125" stroke="rgb(31, 119, 180)" stroke-width="1.5"></path><path class="markmap-link" data-depth="4" data-path="1.23.33" d="M328,-58.125C368,-58.125,368,-38.125,408,-38.125" stroke="rgb(44, 160, 44)" stroke-width="1.5"></path><path class="markmap-link" data-depth="4" data-path="1.23.34" d="M328,-58.125C368,-58.125,368,-13.125,408,-13.125" stroke="rgb(214, 39, 40)" stroke-width="1.5"></path><path class="markmap-link" data-depth="4" data-path="1.23.35" d="M328,-58.125C368,-58.125,368,11.875,408,11.875" stroke="rgb(148, 103, 189)" stroke-width="1.5"></path><path class="markmap-link" data-depth="4" data-path="1.23.36" d="M328,-58.125C368,-58.125,368,36.875,408,36.875" stroke="rgb(140, 86, 75)" stroke-width="1.5"></path><path class="markmap-link" data-depth="4" data-path="1.23.37" d="M328,-58.125C368,-58.125,368,61.875,408,61.875" stroke="rgb(227, 119, 194)" stroke-width="1.5"></path><path class="markmap-link" data-depth="4" data-path="1.38.39" d="M421,239.375C461,239.375,461,91.875,501,91.875" stroke="rgb(188, 189, 34)" stroke-width="1.5"></path><path class="markmap-link" data-depth="4" data-path="1.38.43" d="M421,239.375C461,239.375,461,159.375,501,159.375" stroke="rgb(44, 160, 44)" stroke-width="1.5"></path><path class="markmap-link" data-depth="4" data-path="1.38.46" d="M421,239.375C461,239.375,461,214.375,501,214.375" stroke="rgb(140, 86, 75)" stroke-width="1.5"></path><path class="markmap-link" data-depth="4" data-path="1.38.49" d="M421,239.375C461,239.375,461,241.875,501,241.875" stroke="rgb(188, 189, 34)" stroke-width="1.5"></path><path class="markmap-link" data-depth="4" data-path="1.38.50" d="M421,239.375C461,239.375,461,269.375,501,269.375" stroke="rgb(23, 190, 207)" stroke-width="1.5"></path><path class="markmap-link" data-depth="4" data-path="1.38.53" d="M421,239.375C461,239.375,461,311.875,501,311.875" stroke="rgb(44, 160, 44)" stroke-width="1.5"></path><path class="markmap-link" data-depth="4" data-path="1.38.54" d="M421,239.375C461,239.375,461,336.875,501,336.875" stroke="rgb(214, 39, 40)" stroke-width="1.5"></path><path class="markmap-link" data-depth="4" data-path="1.38.55" d="M421,239.375C461,239.375,461,361.875,501,361.875" stroke="rgb(148, 103, 189)" stroke-width="1.5"></path><path class="markmap-link" data-depth="4" data-path="1.38.56" d="M421,239.375C461,239.375,461,386.875,501,386.875" stroke="rgb(140, 86, 75)" stroke-width="1.5"></path><path class="markmap-link" data-depth="4" data-path="1.57.58" d="M336,441.875C376,441.875,376,416.875,416,416.875" stroke="rgb(127, 127, 127)" stroke-width="1.5"></path><path class="markmap-link" data-depth="4" data-path="1.57.59" d="M336,441.875C376,441.875,376,441.875,416,441.875" stroke="rgb(188, 189, 34)" stroke-width="1.5"></path><path class="markmap-link" data-depth="4" data-path="1.57.60" d="M336,441.875C376,441.875,376,466.875,416,466.875" stroke="rgb(23, 190, 207)" stroke-width="1.5"></path><path class="markmap-link" data-depth="4" data-path="1.61.62" d="M274,496.875C314,496.875,314,496.875,354,496.875" stroke="rgb(255, 127, 14)" stroke-width="1.5"></path><path class="markmap-link" data-depth="4" data-path="1.63.64" d="M256,551.875C296,551.875,296,551.875,336,551.875" stroke="rgb(214, 39, 40)" stroke-width="1.5"></path><path class="markmap-link" data-depth="6" data-path="1.2.5.6" d="M550,-540.625C590,-540.625,590,-578.125,630,-578.125" stroke="rgb(140, 86, 75)" stroke-width="1.5"></path><path class="markmap-link" data-depth="6" data-path="1.2.5.7" d="M550,-540.625C590,-540.625,590,-553.125,630,-553.125" stroke="rgb(227, 119, 194)" stroke-width="1.5"></path><path class="markmap-link" data-depth="6" data-path="1.2.5.8" d="M550,-540.625C590,-540.625,590,-528.125,630,-528.125" stroke="rgb(127, 127, 127)" stroke-width="1.5"></path><path class="markmap-link" data-depth="6" data-path="1.2.5.9" d="M550,-540.625C590,-540.625,590,-503.125,630,-503.125" stroke="rgb(188, 189, 34)" stroke-width="1.5"></path><path class="markmap-link" data-depth="6" data-path="1.16.19.20" d="M569,-258.125C609,-258.125,609,-283.125,649,-283.125" stroke="rgb(23, 190, 207)" stroke-width="1.5"></path><path class="markmap-link" data-depth="6" data-path="1.16.19.21" d="M569,-258.125C609,-258.125,609,-258.125,649,-258.125" stroke="rgb(31, 119, 180)" stroke-width="1.5"></path><path class="markmap-link" data-depth="6" data-path="1.16.19.22" d="M569,-258.125C609,-258.125,609,-233.125,649,-233.125" stroke="rgb(255, 127, 14)" stroke-width="1.5"></path><path class="markmap-link" data-depth="6" data-path="1.23.24.25" d="M521,-178.125C561,-178.125,561,-203.125,601,-203.125" stroke="rgb(148, 103, 189)" stroke-width="1.5"></path><path class="markmap-link" data-depth="6" data-path="1.23.24.26" d="M521,-178.125C561,-178.125,561,-178.125,601,-178.125" stroke="rgb(140, 86, 75)" stroke-width="1.5"></path><path class="markmap-link" data-depth="6" data-path="1.23.24.27" d="M521,-178.125C561,-178.125,561,-153.125,601,-153.125" stroke="rgb(227, 119, 194)" stroke-width="1.5"></path><path class="markmap-link" data-depth="6" data-path="1.23.29.30" d="M594,-98.125C634,-98.125,634,-98.125,674,-98.125" stroke="rgb(23, 190, 207)" stroke-width="1.5"></path><path class="markmap-link" data-depth="6" data-path="1.23.31.32" d="M559,-68.125C599,-68.125,599,-68.125,639,-68.125" stroke="rgb(255, 127, 14)" stroke-width="1.5"></path><path class="markmap-link" data-depth="6" data-path="1.38.39.40" d="M614,91.875C654,91.875,654,66.875,694,66.875" stroke="rgb(23, 190, 207)" stroke-width="1.5"></path><path class="markmap-link" data-depth="6" data-path="1.38.39.41" d="M614,91.875C654,91.875,654,91.875,694,91.875" stroke="rgb(31, 119, 180)" stroke-width="1.5"></path><path class="markmap-link" data-depth="6" data-path="1.38.39.42" d="M614,91.875C654,91.875,654,116.875,694,116.875" stroke="rgb(255, 127, 14)" stroke-width="1.5"></path><path class="markmap-link" data-depth="6" data-path="1.38.43.44" d="M661,159.375C701,159.375,701,146.875,741,146.875" stroke="rgb(214, 39, 40)" stroke-width="1.5"></path><path class="markmap-link" data-depth="6" data-path="1.38.43.45" d="M661,159.375C701,159.375,701,171.875,741,171.875" stroke="rgb(148, 103, 189)" stroke-width="1.5"></path><path class="markmap-link" data-depth="6" data-path="1.38.46.47" d="M679,214.375C719,214.375,719,201.875,759,201.875" stroke="rgb(227, 119, 194)" stroke-width="1.5"></path><path class="markmap-link" data-depth="6" data-path="1.38.46.48" d="M679,214.375C719,214.375,719,226.875,759,226.875" stroke="rgb(127, 127, 127)" stroke-width="1.5"></path><path class="markmap-link" data-depth="6" data-path="1.38.50.51" d="M711,269.375C751,269.375,751,256.875,791,256.875" stroke="rgb(31, 119, 180)" stroke-width="1.5"></path><path class="markmap-link" data-depth="6" data-path="1.38.50.52" d="M711,269.375C751,269.375,751,281.875,791,281.875" stroke="rgb(255, 127, 14)" stroke-width="1.5"></path><path class="markmap-link" data-depth="6" data-path="1.63.64.65" d="M502,551.875C542,551.875,542,526.875,582,526.875" stroke="rgb(148, 103, 189)" stroke-width="1.5"></path><path class="markmap-link" data-depth="6" data-path="1.63.64.66" d="M502,551.875C542,551.875,542,551.875,582,551.875" stroke="rgb(140, 86, 75)" stroke-width="1.5"></path><path class="markmap-link" data-depth="6" data-path="1.63.64.67" d="M502,551.875C542,551.875,542,576.875,582,576.875" stroke="rgb(227, 119, 194)" stroke-width="1.5"></path><g data-depth="6" data-path="1.63.64.67" transform="translate(582, 556.875)" class="markmap-node"><line x1="-1" x2="83" y1="20" y2="20" stroke="rgb(227, 119, 194)" stroke-width="1.5"></line><foreignObject class="markmap-foreign" x="8" y="0" width="65" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml">VQ-GAN</div></foreignObject></g><g data-depth="6" data-path="1.63.64.66" transform="translate(582, 531.875)" class="markmap-node"><line x1="-1" x2="76" y1="20" y2="20" stroke="rgb(140, 86, 75)" stroke-width="1.5"></line><foreignObject class="markmap-foreign" x="8" y="0" width="58" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml">DALL-E</div></foreignObject></g><g data-depth="6" data-path="1.63.64.65" transform="translate(582, 506.875)" class="markmap-node"><line x1="-1" x2="55" y1="20" y2="20" stroke="rgb(148, 103, 189)" stroke-width="1.5"></line><foreignObject class="markmap-foreign" x="8" y="0" width="37" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml"><a href="https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/X-Extras/X1-MultiModal/Clip.ipynb">CLIP</a></div></foreignObject></g><g data-depth="6" data-path="1.38.50.52" transform="translate(791, 261.875)" class="markmap-node"><line x1="-1" x2="55" y1="20" y2="20" stroke="rgb(255, 127, 14)" stroke-width="1.5"></line><foreignObject class="markmap-foreign" x="8" y="0" width="37" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml">GRU</div></foreignObject></g><g data-depth="6" data-path="1.38.50.51" transform="translate(791, 236.875)" class="markmap-node"><line x1="-1" x2="62" y1="20" y2="20" stroke="rgb(31, 119, 180)" stroke-width="1.5"></line><foreignObject class="markmap-foreign" x="8" y="0" width="44" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml">LSTM</div></foreignObject></g><g data-depth="6" data-path="1.38.46.48" transform="translate(759, 206.875)" class="markmap-node"><line x1="-1" x2="66" y1="20" y2="20" stroke="rgb(127, 127, 127)" stroke-width="1.5"></line><foreignObject class="markmap-foreign" x="8" y="0" width="48" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml">GloVE</div></foreignObject></g><g data-depth="6" data-path="1.38.46.47" transform="translate(759, 181.875)" class="markmap-node"><line x1="-1" x2="93" y1="20" y2="20" stroke="rgb(227, 119, 194)" stroke-width="1.5"></line><foreignObject class="markmap-foreign" x="8" y="0" width="75" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml">Word2Vec</div></foreignObject></g><g data-depth="6" data-path="1.38.43.45" transform="translate(741, 151.875)" class="markmap-node"><line x1="-1" x2="69" y1="20" y2="20" stroke="rgb(148, 103, 189)" stroke-width="1.5"></line><foreignObject class="markmap-foreign" x="8" y="0" width="51" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml">TF/IDF</div></foreignObject></g><g data-depth="6" data-path="1.38.43.44" transform="translate(741, 126.875)" class="markmap-node"><line x1="-1" x2="116" y1="20" y2="20" stroke="rgb(214, 39, 40)" stroke-width="1.5"></line><foreignObject class="markmap-foreign" x="8" y="0" width="98" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml">Bag of Words</div></foreignObject></g><g data-depth="6" data-path="1.38.39.42" transform="translate(694, 96.875)" class="markmap-node"><line x1="-1" x2="169" y1="20" y2="20" stroke="rgb(255, 127, 14)" stroke-width="1.5"></line><foreignObject class="markmap-foreign" x="8" y="0" width="151" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml"><a href="https://docs.microsoft.com/learn/modules/intro-natural-language-processing-TensorFlow/?WT.mc_id=academic-77998-cacaste">NLP with TensorFlow</a></div></foreignObject></g><g data-depth="6" data-path="1.38.39.41" transform="translate(694, 71.875)" class="markmap-node"><line x1="-1" x2="145" y1="20" y2="20" stroke="rgb(31, 119, 180)" stroke-width="1.5"></line><foreignObject class="markmap-foreign" x="8" y="0" width="127" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml"><a href="https://docs.microsoft.com/learn/modules/intro-natural-language-processing-pytorch/?WT.mc_id=academic-77998-cacaste">NLP with PyTorch</a></div></foreignObject></g><g data-depth="6" data-path="1.38.39.40" transform="translate(694, 46.875)" class="markmap-node"><line x1="-1" x2="239" y1="20" y2="20" stroke="rgb(23, 190, 207)" stroke-width="1.5"></line><foreignObject class="markmap-foreign" x="8" y="0" width="221" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml"><a href="https://docs.microsoft.com/learn/paths/explore-natural-language-processing/?WT.mc_id=academic-77998-cacaste">AI Fundamentals: Explore NLP</a></div></foreignObject></g><g data-depth="6" data-path="1.23.31.32" transform="translate(639, -88.125)" class="markmap-node"><line x1="-1" x2="123" y1="20" y2="20" stroke="rgb(255, 127, 14)" stroke-width="1.5"></line><foreignObject class="markmap-foreign" x="8" y="0" width="105" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml"><a href="https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/08-TransferLearning/TrainingTricks.md">Training Tricks</a></div></foreignObject></g><g data-depth="6" data-path="1.23.29.30" transform="translate(674, -118.125)" class="markmap-node"><line x1="-1" x2="151" y1="20" y2="20" stroke="rgb(23, 190, 207)" stroke-width="1.5"></line><foreignObject class="markmap-foreign" x="8" y="0" width="133" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml"><a href="https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/07-ConvNets/CNN_Architectures.md">CNN Architectures</a></div></foreignObject></g><g data-depth="6" data-path="1.23.24.27" transform="translate(601, -173.125)" class="markmap-node"><line x1="-1" x2="161" y1="20" y2="20" stroke="rgb(227, 119, 194)" stroke-width="1.5"></line><foreignObject class="markmap-foreign" x="8" y="0" width="143" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml"><a href="https://docs.microsoft.com/learn/modules/intro-computer-vision-TensorFlow/?WT.mc_id=academic-77998-cacaste">CV with TensorFlow</a></div></foreignObject></g><g data-depth="6" data-path="1.23.24.26" transform="translate(601, -198.125)" class="markmap-node"><line x1="-1" x2="137" y1="20" y2="20" stroke="rgb(140, 86, 75)" stroke-width="1.5"></line><foreignObject class="markmap-foreign" x="8" y="0" width="119" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml"><a href="https://docs.microsoft.com/learn/modules/intro-computer-vision-pytorch/?WT.mc_id=academic-77998-cacaste">CV with PyTorch</a></div></foreignObject></g><g data-depth="6" data-path="1.23.24.25" transform="translate(601, -223.125)" class="markmap-node"><line x1="-1" x2="326" y1="20" y2="20" stroke="rgb(148, 103, 189)" stroke-width="1.5"></line><foreignObject class="markmap-foreign" x="8" y="0" width="308" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml"><a href="https://docs.microsoft.com/learn/paths/explore-computer-vision-microsoft-azure/?WT.mc_id=academic-77998-cacaste">AI Fundamentals: Explore Computer Vision</a></div></foreignObject></g><g data-depth="6" data-path="1.16.19.22" transform="translate(649, -253.125)" class="markmap-node"><line x1="-1" x2="92" y1="20" y2="20" stroke="rgb(255, 127, 14)" stroke-width="1.5"></line><foreignObject class="markmap-foreign" x="8" y="0" width="74" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml"><a href="https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/05-Frameworks/Overfitting.md">Overfitting</a></div></foreignObject></g><g data-depth="6" data-path="1.16.19.21" transform="translate(649, -278.125)" class="markmap-node"><line x1="-1" x2="101" y1="20" y2="20" stroke="rgb(31, 119, 180)" stroke-width="1.5"></line><foreignObject class="markmap-foreign" x="8" y="0" width="83" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml"><a href="https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/05-Frameworks/IntroKerasTF.md">TensorFlow</a></div></foreignObject></g><g data-depth="6" data-path="1.16.19.20" transform="translate(649, -303.125)" class="markmap-node"><line x1="-1" x2="77" y1="20" y2="20" stroke="rgb(23, 190, 207)" stroke-width="1.5"></line><foreignObject class="markmap-foreign" x="8" y="0" width="59" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml"><a href="https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/05-Frameworks/IntroPyTorch.ipynb">PyTorch</a></div></foreignObject></g><g data-depth="6" data-path="1.2.5.9" transform="translate(630, -523.125)" class="markmap-node"><line x1="-1" x2="196" y1="20" y2="20" stroke="rgb(188, 189, 34)" stroke-width="1.5"></line><foreignObject class="markmap-foreign" x="8" y="0" width="178" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml">Synergetic / Emergent AI</div></foreignObject></g><g data-depth="6" data-path="1.2.5.8" transform="translate(630, -548.125)" class="markmap-node"><line x1="-1" x2="108" y1="20" y2="20" stroke="rgb(127, 127, 127)" stroke-width="1.5"></line><foreignObject class="markmap-foreign" x="8" y="0" width="90" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml">Evolutionary</div></foreignObject></g><g data-depth="6" data-path="1.2.5.7" transform="translate(630, -573.125)" class="markmap-node"><line x1="-1" x2="145" y1="20" y2="20" stroke="rgb(227, 119, 194)" stroke-width="1.5"></line><foreignObject class="markmap-foreign" x="8" y="0" width="127" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml">Bottom-up/Neural</div></foreignObject></g><g data-depth="6" data-path="1.2.5.6" transform="translate(630, -598.125)" class="markmap-node"><line x1="-1" x2="158" y1="20" y2="20" stroke="rgb(140, 86, 75)" stroke-width="1.5"></line><foreignObject class="markmap-foreign" x="8" y="0" width="140" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml">Top-down/Symbolic</div></foreignObject></g><g data-depth="4" data-path="1.63.64" transform="translate(336, 531.875)" class="markmap-node"><line x1="-1" x2="168" y1="20" y2="20" stroke="rgb(214, 39, 40)" stroke-width="1.5"></line><circle stroke-width="1.5" cx="166" cy="20" r="6" stroke="rgb(214, 39, 40)" fill="rgb(255, 255, 255)"></circle><foreignObject class="markmap-foreign" x="8" y="0" width="150" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml"><a href="https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/X-Extras/X1-MultiModal/README.md">Multimodal Networks</a></div></foreignObject></g><g data-depth="4" data-path="1.61.62" transform="translate(354, 476.875)" class="markmap-node"><line x1="-1" x2="222" y1="20" y2="20" stroke="rgb(255, 127, 14)" stroke-width="1.5"></line><foreignObject class="markmap-foreign" x="8" y="0" width="204" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml"><a href="https://docs.microsoft.com/learn/paths/responsible-ai-business-principles/?WT.mc_id=academic-77998-cacaste">MS Learn on Responsible AI</a></div></foreignObject></g><g data-depth="4" data-path="1.57.60" transform="translate(416, 446.875)" class="markmap-node"><line x1="-1" x2="166" y1="20" y2="20" stroke="rgb(23, 190, 207)" stroke-width="1.5"></line><foreignObject class="markmap-foreign" x="8" y="0" width="148" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml"><a href="https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/23-MultiagentSystems/README.md">Multi-Agent Systems</a></div></foreignObject></g><g data-depth="4" data-path="1.57.59" transform="translate(416, 421.875)" class="markmap-node"><line x1="-1" x2="233" y1="20" y2="20" stroke="rgb(188, 189, 34)" stroke-width="1.5"></line><foreignObject class="markmap-foreign" x="8" y="0" width="215" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml"><a href="https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/22-DeepRL/README.md">Deep Reinforcement Learning</a></div></foreignObject></g><g data-depth="4" data-path="1.57.58" transform="translate(416, 396.875)" class="markmap-node"><line x1="-1" x2="154" y1="20" y2="20" stroke="rgb(127, 127, 127)" stroke-width="1.5"></line><foreignObject class="markmap-foreign" x="8" y="0" width="136" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml"><a href="https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/21-GeneticAlgorithms/README.md">Genetic Algorithms</a></div></foreignObject></g><g data-depth="4" data-path="1.38.56" transform="translate(501, 366.875)" class="markmap-node"><line x1="-1" x2="201" y1="20" y2="20" stroke="rgb(140, 86, 75)" stroke-width="1.5"></line><foreignObject class="markmap-foreign" x="8" y="0" width="183" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml"><a href="https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/20-LanguageModels/README.md">Text Generation and GPT</a></div></foreignObject></g><g data-depth="4" data-path="1.38.55" transform="translate(501, 341.875)" class="markmap-node"><line x1="-1" x2="204" y1="20" y2="20" stroke="rgb(148, 103, 189)" stroke-width="1.5"></line><foreignObject class="markmap-foreign" x="8" y="0" width="186" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml"><a href="https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/19-NER/README.md">Named Entity Recognition</a></div></foreignObject></g><g data-depth="4" data-path="1.38.54" transform="translate(501, 316.875)" class="markmap-node"><line x1="-1" x2="192" y1="20" y2="20" stroke="rgb(214, 39, 40)" stroke-width="1.5"></line><foreignObject class="markmap-foreign" x="8" y="0" width="174" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml"><a href="https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/18-Transformers/README.md">Transformers and BERT</a></div></foreignObject></g><g data-depth="4" data-path="1.38.53" transform="translate(501, 291.875)" class="markmap-node"><line x1="-1" x2="244" y1="20" y2="20" stroke="rgb(44, 160, 44)" stroke-width="1.5"></line><foreignObject class="markmap-foreign" x="8" y="0" width="226" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml"><a href="https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/17-GenerativeNetworks/README.md">Generative Recurrent Networks</a></div></foreignObject></g><g data-depth="4" data-path="1.38.50" transform="translate(501, 249.375)" class="markmap-node"><line x1="-1" x2="212" y1="20" y2="20" stroke="rgb(23, 190, 207)" stroke-width="1.5"></line><circle stroke-width="1.5" cx="210" cy="20" r="6" stroke="rgb(23, 190, 207)" fill="rgb(255, 255, 255)"></circle><foreignObject class="markmap-foreign" x="8" y="0" width="194" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml"><a href="https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/16-RNN/README.md">Recurrent Neural Networks</a></div></foreignObject></g><g data-depth="4" data-path="1.38.49" transform="translate(501, 221.875)" class="markmap-node"><line x1="-1" x2="160" y1="20" y2="20" stroke="rgb(188, 189, 34)" stroke-width="1.5"></line><foreignObject class="markmap-foreign" x="8" y="0" width="142" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml"><a href="https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/15-LanguageModeling">Language Modeling</a></div></foreignObject></g><g data-depth="4" data-path="1.38.46" transform="translate(501, 194.375)" class="markmap-node"><line x1="-1" x2="180" y1="20" y2="20" stroke="rgb(140, 86, 75)" stroke-width="1.5"></line><circle stroke-width="1.5" cx="178" cy="20" r="6" stroke="rgb(140, 86, 75)" fill="rgb(255, 255, 255)"></circle><foreignObject class="markmap-foreign" x="8" y="0" width="162" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml"><a href="https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/14-Embeddings/README.md">Semantic Embeddings</a></div></foreignObject></g><g data-depth="4" data-path="1.38.43" transform="translate(501, 139.375)" class="markmap-node"><line x1="-1" x2="162" y1="20" y2="20" stroke="rgb(44, 160, 44)" stroke-width="1.5"></line><circle stroke-width="1.5" cx="160" cy="20" r="6" stroke="rgb(44, 160, 44)" fill="rgb(255, 255, 255)"></circle><foreignObject class="markmap-foreign" x="8" y="0" width="144" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml"><a href="https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/13-TextRep/README.md">Text Representation</a></div></foreignObject></g><g data-depth="4" data-path="1.38.39" transform="translate(501, 71.875)" class="markmap-node"><line x1="-1" x2="115" y1="20" y2="20" stroke="rgb(188, 189, 34)" stroke-width="1.5"></line><circle stroke-width="1.5" cx="113" cy="20" r="6" stroke="rgb(188, 189, 34)" fill="rgb(255, 255, 255)"></circle><foreignObject class="markmap-foreign" x="8" y="0" width="97" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml">On MS Learn</div></foreignObject></g><g data-depth="4" data-path="1.23.37" transform="translate(408, 41.875)" class="markmap-node"><line x1="-1" x2="118" y1="20" y2="20" stroke="rgb(227, 119, 194)" stroke-width="1.5"></line><foreignObject class="markmap-foreign" x="8" y="0" width="100" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml"><a href="https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/12-Segmentation/README.md">Segmentation</a></div></foreignObject></g><g data-depth="4" data-path="1.23.36" transform="translate(408, 16.875)" class="markmap-node"><line x1="-1" x2="138" y1="20" y2="20" stroke="rgb(140, 86, 75)" stroke-width="1.5"></line><foreignObject class="markmap-foreign" x="8" y="0" width="120" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml"><a href="https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/11-ObjectDetection/README.md">Object Detection</a></div></foreignObject></g><g data-depth="4" data-path="1.23.35" transform="translate(408, -8.125)" class="markmap-node"><line x1="-1" x2="118" y1="20" y2="20" stroke="rgb(148, 103, 189)" stroke-width="1.5"></line><foreignObject class="markmap-foreign" x="8" y="0" width="100" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml"><a href="https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/10-GANs/StyleTransfer.ipynb">Style Transfer</a></div></foreignObject></g><g data-depth="4" data-path="1.23.34" transform="translate(408, -33.125)" class="markmap-node"><line x1="-1" x2="252" y1="20" y2="20" stroke="rgb(214, 39, 40)" stroke-width="1.5"></line><foreignObject class="markmap-foreign" x="8" y="0" width="234" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml"><a href="https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/10-GANs/README.md">Generative Adversarial Networks</a></div></foreignObject></g><g data-depth="4" data-path="1.23.33" transform="translate(408, -58.125)" class="markmap-node"><line x1="-1" x2="193" y1="20" y2="20" stroke="rgb(44, 160, 44)" stroke-width="1.5"></line><foreignObject class="markmap-foreign" x="8" y="0" width="175" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml"><a href="https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/09-Autoencoders/README.md">Autoencoders and VAEs</a></div></foreignObject></g><g data-depth="4" data-path="1.23.31" transform="translate(408, -88.125)" class="markmap-node"><line x1="-1" x2="153" y1="20" y2="20" stroke="rgb(31, 119, 180)" stroke-width="1.5"></line><circle stroke-width="1.5" cx="151" cy="20" r="6" stroke="rgb(31, 119, 180)" fill="rgb(255, 255, 255)"></circle><foreignObject class="markmap-foreign" x="8" y="0" width="135" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml"><a href="https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/08-TransferLearning/README.md">Trasnsfer Learning</a></div></foreignObject></g><g data-depth="4" data-path="1.23.29" transform="translate(408, -118.125)" class="markmap-node"><line x1="-1" x2="188" y1="20" y2="20" stroke="rgb(188, 189, 34)" stroke-width="1.5"></line><circle stroke-width="1.5" cx="186" cy="20" r="6" stroke="rgb(188, 189, 34)" fill="rgb(255, 255, 255)"></circle><foreignObject class="markmap-foreign" x="8" y="0" width="170" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml"><a href="https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/07-ConvNets/README.md">Convolutional Networks</a></div></foreignObject></g><g data-depth="4" data-path="1.23.28" transform="translate(408, -143.125)" class="markmap-node"><line x1="-1" x2="165" y1="20" y2="20" stroke="rgb(127, 127, 127)" stroke-width="1.5"></line><foreignObject class="markmap-foreign" x="8" y="0" width="147" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml"><a href="https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/06-IntroCV/README.md">Intro to CV. OpenCV</a></div></foreignObject></g><g data-depth="4" data-path="1.23.24" transform="translate(408, -198.125)" class="markmap-node"><line x1="-1" x2="115" y1="20" y2="20" stroke="rgb(214, 39, 40)" stroke-width="1.5"></line><circle stroke-width="1.5" cx="113" cy="20" r="6" stroke="rgb(214, 39, 40)" fill="rgb(255, 255, 255)"></circle><foreignObject class="markmap-foreign" x="8" y="0" width="97" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml">On MS Learn</div></foreignObject></g><g data-depth="4" data-path="1.16.19" transform="translate(409, -278.125)" class="markmap-node"><line x1="-1" x2="162" y1="20" y2="20" stroke="rgb(188, 189, 34)" stroke-width="1.5"></line><circle stroke-width="1.5" cx="160" cy="20" r="6" stroke="rgb(188, 189, 34)" fill="rgb(255, 255, 255)"></circle><foreignObject class="markmap-foreign" x="8" y="0" width="144" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml"><a href="https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/05-Frameworks/README.md">Intro to Frameworks</a></div></foreignObject></g><g data-depth="4" data-path="1.16.18" transform="translate(409, -333.125)" class="markmap-node"><line x1="-1" x2="188" y1="20" y2="20" stroke="rgb(127, 127, 127)" stroke-width="1.5"></line><foreignObject class="markmap-foreign" x="8" y="0" width="170" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml"><a href="https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/04-OwnFramework/README.md">Multi-Layered Networks</a></div></foreignObject></g><g data-depth="4" data-path="1.16.17" transform="translate(409, -358.125)" class="markmap-node"><line x1="-1" x2="98" y1="20" y2="20" stroke="rgb(227, 119, 194)" stroke-width="1.5"></line><foreignObject class="markmap-foreign" x="8" y="0" width="80" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml"><a href="https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/03-Perceptron/README.md">Perceptron</a></div></foreignObject></g><g data-depth="4" data-path="1.11.15" transform="translate(383, -388.125)" class="markmap-node"><line x1="-1" x2="123" y1="20" y2="20" stroke="rgb(148, 103, 189)" stroke-width="1.5"></line><foreignObject class="markmap-foreign" x="8" y="0" width="105" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml">Semantic Web</div></foreignObject></g><g data-depth="4" data-path="1.11.14" transform="translate(383, -413.125)" class="markmap-node"><line x1="-1" x2="96" y1="20" y2="20" stroke="rgb(214, 39, 40)" stroke-width="1.5"></line><foreignObject class="markmap-foreign" x="8" y="0" width="78" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml"><a href="https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/FamilyOntology.ipynb">Ontologies</a></div></foreignObject></g><g data-depth="4" data-path="1.11.13" transform="translate(383, -438.125)" class="markmap-node"><line x1="-1" x2="132" y1="20" y2="20" stroke="rgb(44, 160, 44)" stroke-width="1.5"></line><foreignObject class="markmap-foreign" x="8" y="0" width="114" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml"><a href="https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/Animals.ipynb">Expert Systems</a></div></foreignObject></g><g data-depth="4" data-path="1.11.12" transform="translate(383, -463.125)" class="markmap-node"><line x1="-1" x2="212" y1="20" y2="20" stroke="rgb(255, 127, 14)" stroke-width="1.5"></line><foreignObject class="markmap-foreign" x="8" y="0" width="194" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml">Knowledge Representation</div></foreignObject></g><g data-depth="4" data-path="1.2.10" transform="translate(411, -493.125)" class="markmap-node"><line x1="-1" x2="226" y1="20" y2="20" stroke="rgb(23, 190, 207)" stroke-width="1.5"></line><foreignObject class="markmap-foreign" x="8" y="0" width="208" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml"><a href="https://www.microsoft.com/ai/ai-business-school/?WT.mc_id=academic-77998-cacaste">Microsoft AI Business School</a></div></foreignObject></g><g data-depth="4" data-path="1.2.5" transform="translate(411, -560.625)" class="markmap-node"><line x1="-1" x2="141" y1="20" y2="20" stroke="rgb(148, 103, 189)" stroke-width="1.5"></line><circle stroke-width="1.5" cx="139" cy="20" r="6" stroke="rgb(148, 103, 189)" fill="rgb(255, 255, 255)"></circle><foreignObject class="markmap-foreign" x="8" y="0" width="123" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml">Approaches to AI</div></foreignObject></g><g data-depth="4" data-path="1.2.4" transform="translate(411, -585.625)" class="markmap-node"><line x1="-1" x2="106" y1="20" y2="20" stroke="rgb(214, 39, 40)" stroke-width="1.5"></line><foreignObject class="markmap-foreign" x="8" y="0" width="88" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml">History of AI</div></foreignObject></g><g data-depth="4" data-path="1.2.3" transform="translate(411, -610.625)" class="markmap-node"><line x1="-1" x2="106" y1="20" y2="20" stroke="rgb(44, 160, 44)" stroke-width="1.5"></line><foreignObject class="markmap-foreign" x="8" y="0" width="88" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml">AI Definition</div></foreignObject></g><g data-depth="2" data-path="1.63" transform="translate(193, 531.875)" class="markmap-node"><line x1="-1" x2="65" y1="20" y2="20" stroke="rgb(44, 160, 44)" stroke-width="2"></line><circle stroke-width="1.5" cx="63" cy="20" r="6" stroke="rgb(44, 160, 44)" fill="rgb(255, 255, 255)"></circle><foreignObject class="markmap-foreign" x="8" y="0" width="47" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml">Extras</div></foreignObject></g><g data-depth="2" data-path="1.61" transform="translate(193, 476.875)" class="markmap-node"><line x1="-1" x2="83" y1="20" y2="20" stroke="rgb(31, 119, 180)" stroke-width="2"></line><circle stroke-width="1.5" cx="81" cy="20" r="6" stroke="rgb(31, 119, 180)" fill="rgb(255, 255, 255)"></circle><foreignObject class="markmap-foreign" x="8" y="0" width="65" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml"><a href="https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/7-Ethics/README.md">AI Ethics</a></div></foreignObject></g><g data-depth="2" data-path="1.57" transform="translate(193, 421.875)" class="markmap-node"><line x1="-1" x2="145" y1="20" y2="20" stroke="rgb(227, 119, 194)" stroke-width="2"></line><circle stroke-width="1.5" cx="143" cy="20" r="6" stroke="rgb(227, 119, 194)" fill="rgb(255, 255, 255)"></circle><foreignObject class="markmap-foreign" x="8" y="0" width="127" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml">Other Techniques</div></foreignObject></g><g data-depth="2" data-path="1.38" transform="translate(193, 219.375)" class="markmap-node"><line x1="-1" x2="230" y1="20" y2="20" stroke="rgb(127, 127, 127)" stroke-width="2"></line><circle stroke-width="1.5" cx="228" cy="20" r="6" stroke="rgb(127, 127, 127)" fill="rgb(255, 255, 255)"></circle><foreignObject class="markmap-foreign" x="8" y="0" width="212" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml"><a href="https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/README.md">Natural Language Processing</a></div></foreignObject></g><g data-depth="2" data-path="1.23" transform="translate(193, -78.125)" class="markmap-node"><line x1="-1" x2="137" y1="20" y2="20" stroke="rgb(44, 160, 44)" stroke-width="2"></line><circle stroke-width="1.5" cx="135" cy="20" r="6" stroke="rgb(44, 160, 44)" fill="rgb(255, 255, 255)"></circle><foreignObject class="markmap-foreign" x="8" y="0" width="119" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml"><a href="https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/README.md">Computer Vision</a></div></foreignObject></g><g data-depth="2" data-path="1.16" transform="translate(193, -318.125)" class="markmap-node"><line x1="-1" x2="138" y1="20" y2="20" stroke="rgb(140, 86, 75)" stroke-width="2"></line><circle stroke-width="1.5" cx="136" cy="20" r="6" stroke="rgb(140, 86, 75)" fill="rgb(255, 255, 255)"></circle><foreignObject class="markmap-foreign" x="8" y="0" width="120" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml"><a href="https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/README.md">Neural Networks</a></div></foreignObject></g><g data-depth="2" data-path="1.11" transform="translate(193, -425.625)" class="markmap-node"><line x1="-1" x2="112" y1="20" y2="20" stroke="rgb(31, 119, 180)" stroke-width="2"></line><circle stroke-width="1.5" cx="110" cy="20" r="6" stroke="rgb(31, 119, 180)" fill="rgb(255, 255, 255)"></circle><foreignObject class="markmap-foreign" x="8" y="0" width="94" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml"><a href="https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/README.md">Sybmbolic AI</a></div></foreignObject></g><g data-depth="2" data-path="1.2" transform="translate(193, -551.875)" class="markmap-node"><line x1="-1" x2="140" y1="20" y2="20" stroke="rgb(255, 127, 14)" stroke-width="2"></line><circle stroke-width="1.5" cx="138" cy="20" r="6" stroke="rgb(255, 127, 14)" fill="rgb(255, 255, 255)"></circle><foreignObject class="markmap-foreign" x="8" y="0" width="122" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml"><a href="https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/1-Intro/README.md">Introduction to AI</a></div></foreignObject></g><g data-depth="1" data-path="1" transform="translate(80,-10)" class="markmap-node"><line x1="-1" x2="35" y1="20" y2="20" stroke="rgb(31, 119, 180)" stroke-width="4"></line><circle stroke-width="1.5" cx="33" cy="20" r="6" stroke="rgb(31, 119, 180)" fill="rgb(255, 255, 255)"></circle><foreignObject class="markmap-foreign" x="8" y="0" width="17" height="20" style="opacity: 1;"><div xmlns="http://www.w3.org/1999/xhtml">AI</div></foreignObject></g></g></svg>